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Phani Kumar Siddam edited this page Jun 22, 2024 · 1 revision

Welcome to the Magnus-Carlsen-Performance-Analysis-from-2001-to-2022- wiki!

Project Title: Magnus Carlsen Performance Analysis(2001-2022)

This project conducts a comprehensive analysis of Magnus Carlsen's performance in chess spanning from 2001 to 2022. Utilizing two distinct datasets (ds1 and ds2) sourced from Kaggle, the analysis delves into various dimensions of Carlsen's gameplay and strategic decisions.

Key Components

  1. Data Collection: The project gathers data from ds1 and ds2, comprising 4314 and 300,000+ games respectively, played by Magnus Carlsen over two decades.

  2. Data Cleaning and Preparation: Using Excel, the datasets undergo rigorous cleaning to remove duplicates, handle missing values, correct errors, and format data for analysis.

  3. Data Loading: Python libraries are employed to load the cleaned data into Pandas DataFrames for subsequent analysis.

  4. Exploratory Data Analysis (EDA): The project employs various statistical and visualization techniques to explore:

    • Performance metrics such as win, loss, and draw rates over time.
    • Visualizations including bar plots, pie charts, scatterplots, lineplots, and boxplots to depict trends and patterns in Carlsen's gameplay.

  5. Data Transformation and Feature Engineering: Grouping, aggregating, and merging datasets to derive meaningful insights into Carlsen's strategic patterns and performance dynamics.

  6. Statistical Analysis: Conducting descriptive and inferential statistics to uncover deeper insights into Carlsen's gameplay and performance trends.

  7. Insights and Interpretation: Providing actionable recommendations based on the analysis, including strategic improvements in openings and gameplay strategies.

  8. Presentation: Compiling a comprehensive report or presentation summarizing key findings, visualizations, and insights derived from the analysis, aimed at stakeholders and enthusiasts in the chess community.

Objectives

The project aims to offer a nuanced understanding of Magnus Carlsen's strategic prowess and performance dynamics throughout his career. By analyzing his gameplay data comprehensively, it seeks to identify strengths, weaknesses, and areas for improvement in his chess strategies and performance against various opponents and openings.

This documentation serves as a valuable resource for chess enthusiasts, analysts, and stakeholders interested in understanding the intricacies of Magnus Carlsen's achievements in the world of chess.

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